Dataset statistics
| Number of variables | 28 |
|---|---|
| Number of observations | 1786867 |
| Missing cells | 126678 |
| Missing cells (%) | 0.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 276.1 MiB |
| Average record size in memory | 162.0 B |
Variable types
| Numeric | 16 |
|---|---|
| Categorical | 10 |
| Text | 1 |
| DateTime | 1 |
addr_state has a high cardinality: 51 distinct values | High cardinality |
application_type is highly imbalanced (76.5%) | Imbalance |
emp_title has 126678 (7.1%) missing values | Missing |
acc_now_delinq is highly skewed (γ1 = 21.53739225) | Skewed |
annual_inc is highly skewed (γ1 = 516.2230369) | Skewed |
dti is highly skewed (γ1 = 29.7500553) | Skewed |
acc_now_delinq has 1779026 (99.6%) zeros | Zeros |
bc_util has 23438 (1.3%) zeros | Zeros |
delinq_2yrs has 1444417 (80.8%) zeros | Zeros |
inq_last_6mths has 1061742 (59.4%) zeros | Zeros |
pub_rec has 1483020 (83.0%) zeros | Zeros |
pub_rec_bankruptcies has 1558818 (87.2%) zeros | Zeros |
Reproduction
| Analysis started | 2024-07-10 03:22:50.003932 |
|---|---|
| Analysis finished | 2024-07-10 03:23:27.562539 |
| Duration | 37.56 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
acc_now_delinq
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0046869745 |
| Minimum | 0 |
|---|---|
| Maximum | 14 |
| Zeros | 1779026 |
| Zeros (%) | 99.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.073950328 |
|---|---|
| Coefficient of variation (CV) | 15.777839 |
| Kurtosis | 1143.1848 |
| Mean | 0.0046869745 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 21.537392 |
| Sum | 8375 |
| Variance | 0.005468651 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1779026 | |
| 1 | 7399 | 0.4% |
| 2 | 381 | < 0.1% |
| 3 | 45 | < 0.1% |
| 4 | 11 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1779026 | |
| 1 | 7399 | 0.4% |
| 2 | 381 | < 0.1% |
| 3 | 45 | < 0.1% |
| 4 | 11 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 14 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 5 | 3 | < 0.1% |
| 4 | 11 | < 0.1% |
| 3 | 45 | < 0.1% |
| 2 | 381 | < 0.1% |
| 1 | 7399 | 0.4% |
| 0 | 1779026 |
addr_state
Categorical
HIGH CARDINALITY 
| Distinct | 51 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 MiB |
| CA | |
|---|---|
| TX | |
| NY | |
| FL | |
| IL | 70007 |
| Other values (46) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3573734 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | NC |
|---|---|
| 2nd row | TX |
| 3rd row | MI |
| 4th row | TX |
| 5th row | NC |
Common Values
| Value | Count | Frequency (%) |
| CA | 251979 | 14.1% |
| TX | 147621 | 8.3% |
| NY | 144564 | 8.1% |
| FL | 128673 | 7.2% |
| IL | 70007 | 3.9% |
| NJ | 64130 | 3.6% |
| PA | 60061 | 3.4% |
| OH | 58818 | 3.3% |
| GA | 58086 | 3.3% |
| NC | 50071 | 2.8% |
| Other values (41) | 752857 |
Length
| Value | Count | Frequency (%) |
| ca | 251979 | 14.1% |
| tx | 147621 | 8.3% |
| ny | 144564 | 8.1% |
| fl | 128673 | 7.2% |
| il | 70007 | 3.9% |
| nj | 64130 | 3.6% |
| pa | 60061 | 3.4% |
| oh | 58818 | 3.3% |
| ga | 58086 | 3.3% |
| nc | 50071 | 2.8% |
| Other values (41) | 752857 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 601485 | |
| N | 404030 | |
| C | 393768 | |
| L | 240559 | 6.7% |
| T | 224948 | 6.3% |
| M | 217813 | 6.1% |
| I | 191235 | 5.4% |
| Y | 165597 | 4.6% |
| O | 164254 | 4.6% |
| X | 147621 | 4.1% |
| Other values (14) | 822424 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3573734 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 601485 | |
| N | 404030 | |
| C | 393768 | |
| L | 240559 | 6.7% |
| T | 224948 | 6.3% |
| M | 217813 | 6.1% |
| I | 191235 | 5.4% |
| Y | 165597 | 4.6% |
| O | 164254 | 4.6% |
| X | 147621 | 4.1% |
| Other values (14) | 822424 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3573734 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 601485 | |
| N | 404030 | |
| C | 393768 | |
| L | 240559 | 6.7% |
| T | 224948 | 6.3% |
| M | 217813 | 6.1% |
| I | 191235 | 5.4% |
| Y | 165597 | 4.6% |
| O | 164254 | 4.6% |
| X | 147621 | 4.1% |
| Other values (14) | 822424 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3573734 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 601485 | |
| N | 404030 | |
| C | 393768 | |
| L | 240559 | 6.7% |
| T | 224948 | 6.3% |
| M | 217813 | 6.1% |
| I | 191235 | 5.4% |
| Y | 165597 | 4.6% |
| O | 164254 | 4.6% |
| X | 147621 | 4.1% |
| Other values (14) | 822424 |
annual_inc
Real number (ℝ)
SKEWED 
| Distinct | 76713 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77860.225 |
| Minimum | 0 |
|---|---|
| Maximum | 1.1 × 108 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 28000 |
| Q1 | 46500 |
| median | 65000 |
| Q3 | 93000 |
| 95-th percentile | 160000 |
| Maximum | 1.1 × 108 |
| Range | 1.1 × 108 |
| Interquartile range (IQR) | 46500 |
Descriptive statistics
| Standard deviation | 119837.41 |
|---|---|
| Coefficient of variation (CV) | 1.5391351 |
| Kurtosis | 434186.59 |
| Mean | 77860.225 |
| Median Absolute Deviation (MAD) | 21699 |
| Skewness | 516.22304 |
| Sum | 1.3912587 × 1011 |
| Variance | 1.4361004 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 69034 | 3.9% |
| 50000 | 60705 | 3.4% |
| 65000 | 52069 | 2.9% |
| 70000 | 49607 | 2.8% |
| 80000 | 47525 | 2.7% |
| 40000 | 47157 | 2.6% |
| 75000 | 46419 | 2.6% |
| 45000 | 43560 | 2.4% |
| 55000 | 41464 | 2.3% |
| 100000 | 37094 | 2.1% |
| Other values (76703) | 1292233 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 15 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 20 | 2 | |
| 23 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 39 | 1 | < 0.1% |
| 50 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 110000000 | 1 | |
| 61000000 | 1 | |
| 10999200 | 1 | |
| 9573072 | 1 | |
| 9550000 | 1 | |
| 9522972 | 1 | |
| 9500000 | 1 | |
| 9300000 | 1 | |
| 9225000 | 1 | |
| 9100000 | 1 |
application_type
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 MiB |
| Individual | |
|---|---|
| Joint App | 68712 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.9615461 |
| Min length | 9 |
Characters and Unicode
| Total characters | 17799958 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Individual |
|---|---|
| 2nd row | Individual |
| 3rd row | Individual |
| 4th row | Individual |
| 5th row | Individual |
Common Values
| Value | Count | Frequency (%) |
| Individual | 1718155 | |
| Joint App | 68712 | 3.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| individual | 1718155 | |
| joint | 68712 | 3.7% |
| app | 68712 | 3.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 3505022 | |
| d | 3436310 | |
| n | 1786867 | |
| I | 1718155 | |
| v | 1718155 | |
| u | 1718155 | |
| a | 1718155 | |
| l | 1718155 | |
| p | 137424 | 0.8% |
| J | 68712 | 0.4% |
| Other values (4) | 274848 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 17799958 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 3505022 | |
| d | 3436310 | |
| n | 1786867 | |
| I | 1718155 | |
| v | 1718155 | |
| u | 1718155 | |
| a | 1718155 | |
| l | 1718155 | |
| p | 137424 | 0.8% |
| J | 68712 | 0.4% |
| Other values (4) | 274848 | 1.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 17799958 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 3505022 | |
| d | 3436310 | |
| n | 1786867 | |
| I | 1718155 | |
| v | 1718155 | |
| u | 1718155 | |
| a | 1718155 | |
| l | 1718155 | |
| p | 137424 | 0.8% |
| J | 68712 | 0.4% |
| Other values (4) | 274848 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 17799958 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 3505022 | |
| d | 3436310 | |
| n | 1786867 | |
| I | 1718155 | |
| v | 1718155 | |
| u | 1718155 | |
| a | 1718155 | |
| l | 1718155 | |
| p | 137424 | 0.8% |
| J | 68712 | 0.4% |
| Other values (4) | 274848 | 1.5% |
avg_cur_bal
Real number (ℝ)
| Distinct | 83451 |
|---|---|
| Distinct (%) | 4.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13459.29 |
| Minimum | 0 |
|---|---|
| Maximum | 555925 |
| Zeros | 624 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1078 |
| Q1 | 3077 |
| median | 7346 |
| Q3 | 18709 |
| 95-th percentile | 43141 |
| Maximum | 555925 |
| Range | 555925 |
| Interquartile range (IQR) | 15632 |
Descriptive statistics
| Standard deviation | 16157.496 |
|---|---|
| Coefficient of variation (CV) | 1.2004716 |
| Kurtosis | 28.751143 |
| Mean | 13459.29 |
| Median Absolute Deviation (MAD) | 5375 |
| Skewness | 3.4881532 |
| Sum | 2.4049962 × 1010 |
| Variance | 2.6106468 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 624 | < 0.1% |
| 1971 | 232 | < 0.1% |
| 2253 | 228 | < 0.1% |
| 2076 | 226 | < 0.1% |
| 2447 | 224 | < 0.1% |
| 2301 | 223 | < 0.1% |
| 2149 | 222 | < 0.1% |
| 2842 | 222 | < 0.1% |
| 2606 | 220 | < 0.1% |
| 2079 | 220 | < 0.1% |
| Other values (83441) | 1784226 |
| Value | Count | Frequency (%) |
| 0 | 624 | |
| 1 | 53 | < 0.1% |
| 2 | 48 | < 0.1% |
| 3 | 51 | < 0.1% |
| 4 | 26 | < 0.1% |
| 5 | 45 | < 0.1% |
| 6 | 38 | < 0.1% |
| 7 | 29 | < 0.1% |
| 8 | 30 | < 0.1% |
| 9 | 32 | < 0.1% |
| Value | Count | Frequency (%) |
| 555925 | 1 | |
| 502002 | 1 | |
| 498284 | 1 | |
| 497484 | 1 | |
| 478909 | 1 | |
| 477255 | 1 | |
| 466840 | 1 | |
| 463945 | 1 | |
| 463276 | 1 | |
| 447102 | 1 |
bc_util
Real number (ℝ)
ZEROS 
| Distinct | 1476 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.043113 |
| Minimum | 0 |
|---|---|
| Maximum | 339.6 |
| Zeros | 23438 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.4 |
| Q1 | 35.5 |
| median | 60.6 |
| Q3 | 83.4 |
| 95-th percentile | 97.9 |
| Maximum | 339.6 |
| Range | 339.6 |
| Interquartile range (IQR) | 47.9 |
Descriptive statistics
| Standard deviation | 28.710216 |
|---|---|
| Coefficient of variation (CV) | 0.49463604 |
| Kurtosis | -0.99604539 |
| Mean | 58.043113 |
| Median Absolute Deviation (MAD) | 23.8 |
| Skewness | -0.28097288 |
| Sum | 1.0371532 × 108 |
| Variance | 824.27647 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 23438 | 1.3% |
| 98 | 4968 | 0.3% |
| 97 | 4671 | 0.3% |
| 99 | 4595 | 0.3% |
| 96 | 4528 | 0.3% |
| 95 | 4191 | 0.2% |
| 94 | 3985 | 0.2% |
| 93 | 3797 | 0.2% |
| 92 | 3684 | 0.2% |
| 91 | 3555 | 0.2% |
| Other values (1466) | 1725455 |
| Value | Count | Frequency (%) |
| 0 | 23438 | |
| 0.1 | 1959 | 0.1% |
| 0.2 | 1709 | 0.1% |
| 0.3 | 1449 | 0.1% |
| 0.4 | 1253 | 0.1% |
| 0.5 | 1198 | 0.1% |
| 0.6 | 1092 | 0.1% |
| 0.7 | 1076 | 0.1% |
| 0.8 | 1031 | 0.1% |
| 0.9 | 971 | 0.1% |
| Value | Count | Frequency (%) |
| 339.6 | 1 | |
| 318.2 | 1 | |
| 255.2 | 1 | |
| 252.3 | 1 | |
| 243.8 | 1 | |
| 235.3 | 1 | |
| 204.6 | 1 | |
| 202.9 | 1 | |
| 202 | 1 | |
| 201.9 | 1 |
delinq_2yrs
Real number (ℝ)
ZEROS 
| Distinct | 34 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.31676112 |
| Minimum | 0 |
|---|---|
| Maximum | 39 |
| Zeros | 1444417 |
| Zeros (%) | 80.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 39 |
| Range | 39 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.88076313 |
|---|---|
| Coefficient of variation (CV) | 2.7805279 |
| Kurtosis | 60.149821 |
| Mean | 0.31676112 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.673827 |
| Sum | 566010 |
| Variance | 0.7757437 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1444417 | |
| 1 | 227702 | 12.7% |
| 2 | 66278 | 3.7% |
| 3 | 24237 | 1.4% |
| 4 | 10843 | 0.6% |
| 5 | 5454 | 0.3% |
| 6 | 3099 | 0.2% |
| 7 | 1710 | 0.1% |
| 8 | 1050 | 0.1% |
| 9 | 651 | < 0.1% |
| Other values (24) | 1426 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1444417 | |
| 1 | 227702 | 12.7% |
| 2 | 66278 | 3.7% |
| 3 | 24237 | 1.4% |
| 4 | 10843 | 0.6% |
| 5 | 5454 | 0.3% |
| 6 | 3099 | 0.2% |
| 7 | 1710 | 0.1% |
| 8 | 1050 | 0.1% |
| 9 | 651 | < 0.1% |
| Value | Count | Frequency (%) |
| 39 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| 29 | 2 | |
| 28 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 26 | 3 | |
| 25 | 2 | |
| 24 | 1 | < 0.1% |
dti
Real number (ℝ)
SKEWED 
| Distinct | 9396 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.753862 |
| Minimum | -1 |
|---|---|
| Maximum | 999 |
| Zeros | 984 |
| Zeros (%) | 0.1% |
| Negative | 2 |
| Negative (%) | < 0.1% |
| Memory size | 27.3 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 5.06 |
| Q1 | 11.97 |
| median | 17.88 |
| Q3 | 24.52 |
| 95-th percentile | 33.61 |
| Maximum | 999 |
| Range | 1000 |
| Interquartile range (IQR) | 12.55 |
Descriptive statistics
| Standard deviation | 13.283835 |
|---|---|
| Coefficient of variation (CV) | 0.70832532 |
| Kurtosis | 1925.3093 |
| Mean | 18.753862 |
| Median Absolute Deviation (MAD) | 6.24 |
| Skewness | 29.750055 |
| Sum | 33510657 |
| Variance | 176.46028 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19.2 | 1282 | 0.1% |
| 14.4 | 1262 | 0.1% |
| 18 | 1254 | 0.1% |
| 16.8 | 1247 | 0.1% |
| 13.2 | 1197 | 0.1% |
| 15.6 | 1195 | 0.1% |
| 20.4 | 1164 | 0.1% |
| 12 | 1151 | 0.1% |
| 21.6 | 1126 | 0.1% |
| 10.8 | 1061 | 0.1% |
| Other values (9386) | 1774928 |
| Value | Count | Frequency (%) |
| -1 | 2 | < 0.1% |
| 0 | 984 | |
| 0.01 | 12 | < 0.1% |
| 0.02 | 24 | < 0.1% |
| 0.03 | 14 | < 0.1% |
| 0.04 | 9 | < 0.1% |
| 0.05 | 15 | < 0.1% |
| 0.06 | 28 | < 0.1% |
| 0.07 | 20 | < 0.1% |
| 0.08 | 22 | < 0.1% |
| Value | Count | Frequency (%) |
| 999 | 90 | |
| 994.4 | 1 | < 0.1% |
| 991.57 | 1 | < 0.1% |
| 962.83 | 1 | < 0.1% |
| 962.12 | 1 | < 0.1% |
| 942.17 | 1 | < 0.1% |
| 917.87 | 1 | < 0.1% |
| 893.1 | 1 | < 0.1% |
| 886.77 | 1 | < 0.1% |
| 879.55 | 1 | < 0.1% |
emp_length
Categorical
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 MiB |
| 10 | |
|---|---|
| 0 | |
| 2 | |
| 3 | |
| 1 | |
| Other values (6) |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.3314572 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2379137 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 2 |
| 3rd row | 10 |
| 4th row | 3 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 10 | 592270 | |
| 0 | 260701 | |
| 2 | 161222 | 9.0% |
| 3 | 142893 | 8.0% |
| 1 | 117587 | 6.6% |
| 5 | 109864 | 6.1% |
| 4 | 106403 | 6.0% |
| 6 | 80982 | 4.5% |
| 8 | 75735 | 4.2% |
| 7 | 74552 | 4.2% |
Length
| Value | Count | Frequency (%) |
| 10 | 592270 | |
| 0 | 260701 | |
| 2 | 161222 | 9.0% |
| 3 | 142893 | 8.0% |
| 1 | 117587 | 6.6% |
| 5 | 109864 | 6.1% |
| 4 | 106403 | 6.0% |
| 6 | 80982 | 4.5% |
| 8 | 75735 | 4.2% |
| 7 | 74552 | 4.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 852971 | |
| 1 | 709857 | |
| 2 | 161222 | 6.8% |
| 3 | 142893 | 6.0% |
| 5 | 109864 | 4.6% |
| 4 | 106403 | 4.5% |
| 6 | 80982 | 3.4% |
| 8 | 75735 | 3.2% |
| 7 | 74552 | 3.1% |
| 9 | 64658 | 2.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2379137 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 852971 | |
| 1 | 709857 | |
| 2 | 161222 | 6.8% |
| 3 | 142893 | 6.0% |
| 5 | 109864 | 4.6% |
| 4 | 106403 | 4.5% |
| 6 | 80982 | 3.4% |
| 8 | 75735 | 3.2% |
| 7 | 74552 | 3.1% |
| 9 | 64658 | 2.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2379137 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 852971 | |
| 1 | 709857 | |
| 2 | 161222 | 6.8% |
| 3 | 142893 | 6.0% |
| 5 | 109864 | 4.6% |
| 4 | 106403 | 4.5% |
| 6 | 80982 | 3.4% |
| 8 | 75735 | 3.2% |
| 7 | 74552 | 3.1% |
| 9 | 64658 | 2.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2379137 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 852971 | |
| 1 | 709857 | |
| 2 | 161222 | 6.8% |
| 3 | 142893 | 6.0% |
| 5 | 109864 | 4.6% |
| 4 | 106403 | 4.5% |
| 6 | 80982 | 3.4% |
| 8 | 75735 | 3.2% |
| 7 | 74552 | 3.1% |
| 9 | 64658 | 2.7% |
emp_title
Text
MISSING 
| Distinct | 355971 |
|---|---|
| Distinct (%) | 21.4% |
| Missing | 126678 |
| Missing (%) | 7.1% |
| Memory size | 27.3 MiB |
Length
| Max length | 42 |
|---|---|
| Median length | 32 |
| Mean length | 15.478738 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25697630 |
|---|---|
| Distinct characters | 131 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 269961 ? |
|---|---|
| Unique (%) | 16.3% |
Sample
| 1st row | PROJECT_MANAGER |
|---|---|
| 2nd row | SURGICAL_TECHNICIAN |
| 3rd row | TEAM_LEADERN_CUSTOMER_OPS_&_SYSTEMS |
| 4th row | SYSTEMS_ENGINEER |
| 5th row | ASSISTANT_DIRECTOR_-_HUMAN_RESOURCES |
| Value | Count | Frequency (%) |
| teacher | 38171 | 2.3% |
| manager | 37532 | 2.3% |
| nurse | 36542 | 2.2% |
| owner | 24817 | 1.5% |
| supervisor | 18084 | 1.1% |
| driver | 18050 | 1.1% |
| sales | 15634 | 0.9% |
| office_manager | 11337 | 0.7% |
| project_manager | 11231 | 0.7% |
| general_manager | 10765 | 0.6% |
| Other values (332524) | 1438045 |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 2939401 | |
| R | 2403245 | |
| A | 2383501 | |
| I | 1924834 | 7.5% |
| N | 1870482 | 7.3% |
| _ | 1847705 | 7.2% |
| T | 1809960 | 7.0% |
| S | 1714660 | 6.7% |
| O | 1449712 | 5.6% |
| C | 1398838 | 5.4% |
| Other values (121) | 5955292 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 25697630 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 2939401 | |
| R | 2403245 | |
| A | 2383501 | |
| I | 1924834 | 7.5% |
| N | 1870482 | 7.3% |
| _ | 1847705 | 7.2% |
| T | 1809960 | 7.0% |
| S | 1714660 | 6.7% |
| O | 1449712 | 5.6% |
| C | 1398838 | 5.4% |
| Other values (121) | 5955292 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 25697630 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 2939401 | |
| R | 2403245 | |
| A | 2383501 | |
| I | 1924834 | 7.5% |
| N | 1870482 | 7.3% |
| _ | 1847705 | 7.2% |
| T | 1809960 | 7.0% |
| S | 1714660 | 6.7% |
| O | 1449712 | 5.6% |
| C | 1398838 | 5.4% |
| Other values (121) | 5955292 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 25697630 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 2939401 | |
| R | 2403245 | |
| A | 2383501 | |
| I | 1924834 | 7.5% |
| N | 1870482 | 7.3% |
| _ | 1847705 | 7.2% |
| T | 1809960 | 7.0% |
| S | 1714660 | 6.7% |
| O | 1449712 | 5.6% |
| C | 1398838 | 5.4% |
| Other values (121) | 5955292 |
fico_range_high
Real number (ℝ)
| Distinct | 38 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 701.17936 |
| Minimum | 664 |
|---|---|
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.3 MiB |
Quantile statistics
| Minimum | 664 |
|---|---|
| 5-th percentile | 664 |
| Q1 | 674 |
| median | 694 |
| Q3 | 719 |
| 95-th percentile | 769 |
| Maximum | 850 |
| Range | 186 |
| Interquartile range (IQR) | 45 |
Descriptive statistics
| Standard deviation | 32.47601 |
|---|---|
| Coefficient of variation (CV) | 0.046316267 |
| Kurtosis | 1.5491764 |
| Mean | 701.17936 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 1.2591692 |
| Sum | 1.2529143 × 109 |
| Variance | 1054.6913 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 664 | 156140 | 8.7% |
| 674 | 151186 | 8.5% |
| 669 | 150637 | 8.4% |
| 684 | 135122 | 7.6% |
| 679 | 135050 | 7.6% |
| 689 | 118766 | 6.6% |
| 694 | 115689 | 6.5% |
| 699 | 103958 | 5.8% |
| 704 | 97075 | 5.4% |
| 709 | 88066 | 4.9% |
| Other values (28) | 535178 |
| Value | Count | Frequency (%) |
| 664 | 156140 | |
| 669 | 150637 | |
| 674 | 151186 | |
| 679 | 135050 | |
| 684 | 135122 | |
| 689 | 118766 | |
| 694 | 115689 | |
| 699 | 103958 | |
| 704 | 97075 | |
| 709 | 88066 |
| Value | Count | Frequency (%) |
| 850 | 306 | < 0.1% |
| 844 | 400 | < 0.1% |
| 839 | 623 | < 0.1% |
| 834 | 1077 | 0.1% |
| 829 | 1611 | 0.1% |
| 824 | 2128 | 0.1% |
| 819 | 2924 | |
| 814 | 3470 | |
| 809 | 4846 | |
| 804 | 5724 |
fico_range_low
Real number (ℝ)
| Distinct | 38 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 697.17919 |
| Minimum | 660 |
|---|---|
| Maximum | 845 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.3 MiB |
Quantile statistics
| Minimum | 660 |
|---|---|
| 5-th percentile | 660 |
| Q1 | 670 |
| median | 690 |
| Q3 | 715 |
| 95-th percentile | 765 |
| Maximum | 845 |
| Range | 185 |
| Interquartile range (IQR) | 45 |
Descriptive statistics
| Standard deviation | 32.475228 |
|---|---|
| Coefficient of variation (CV) | 0.046580892 |
| Kurtosis | 1.5476317 |
| Mean | 697.17919 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 1.258946 |
| Sum | 1.2457665 × 109 |
| Variance | 1054.6405 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 660 | 156140 | 8.7% |
| 670 | 151186 | 8.5% |
| 665 | 150637 | 8.4% |
| 680 | 135122 | 7.6% |
| 675 | 135050 | 7.6% |
| 685 | 118766 | 6.6% |
| 690 | 115689 | 6.5% |
| 695 | 103958 | 5.8% |
| 700 | 97075 | 5.4% |
| 705 | 88066 | 4.9% |
| Other values (28) | 535178 |
| Value | Count | Frequency (%) |
| 660 | 156140 | |
| 665 | 150637 | |
| 670 | 151186 | |
| 675 | 135050 | |
| 680 | 135122 | |
| 685 | 118766 | |
| 690 | 115689 | |
| 695 | 103958 | |
| 700 | 97075 | |
| 705 | 88066 |
| Value | Count | Frequency (%) |
| 845 | 306 | < 0.1% |
| 840 | 400 | < 0.1% |
| 835 | 623 | < 0.1% |
| 830 | 1077 | 0.1% |
| 825 | 1611 | 0.1% |
| 820 | 2128 | 0.1% |
| 815 | 2924 | |
| 810 | 3470 | |
| 805 | 4846 | |
| 800 | 5724 |
grade
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 MiB |
| B | |
|---|---|
| C | |
| A | |
| D | |
| E | |
| Other values (2) | 44922 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1786867 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B |
|---|---|
| 2nd row | B |
| 3rd row | B |
| 4th row | A |
| 5th row | B |
Common Values
| Value | Count | Frequency (%) |
| B | 523797 | |
| C | 512850 | |
| A | 329095 | |
| D | 265392 | |
| E | 110811 | 6.2% |
| F | 34874 | 2.0% |
| G | 10048 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| b | 523797 | |
| c | 512850 | |
| a | 329095 | |
| d | 265392 | |
| e | 110811 | 6.2% |
| f | 34874 | 2.0% |
| g | 10048 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 523797 | |
| C | 512850 | |
| A | 329095 | |
| D | 265392 | |
| E | 110811 | 6.2% |
| F | 34874 | 2.0% |
| G | 10048 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1786867 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| B | 523797 | |
| C | 512850 | |
| A | 329095 | |
| D | 265392 | |
| E | 110811 | 6.2% |
| F | 34874 | 2.0% |
| G | 10048 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1786867 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| B | 523797 | |
| C | 512850 | |
| A | 329095 | |
| D | 265392 | |
| E | 110811 | 6.2% |
| F | 34874 | 2.0% |
| G | 10048 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1786867 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| B | 523797 | |
| C | 512850 | |
| A | 329095 | |
| D | 265392 | |
| E | 110811 | 6.2% |
| F | 34874 | 2.0% |
| G | 10048 | 0.6% |
home_ownership
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 MiB |
| MORTGAGE | |
|---|---|
| RENT | |
| OWN | |
| ANY | 1208 |
| NONE | 45 |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.8649832 |
| Min length | 3 |
Characters and Unicode
| Total characters | 10479945 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RENT |
|---|---|
| 2nd row | MORTGAGE |
| 3rd row | OWN |
| 4th row | MORTGAGE |
| 5th row | RENT |
Common Values
| Value | Count | Frequency (%) |
| MORTGAGE | 883347 | |
| RENT | 702476 | |
| OWN | 199747 | 11.2% |
| ANY | 1208 | 0.1% |
| NONE | 45 | < 0.1% |
| OTHER | 44 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| mortgage | 883347 | |
| rent | 702476 | |
| own | 199747 | 11.2% |
| any | 1208 | 0.1% |
| none | 45 | < 0.1% |
| other | 44 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 1766694 | |
| E | 1585912 | |
| R | 1585867 | |
| T | 1585867 | |
| O | 1083183 | |
| N | 903521 | |
| A | 884555 | |
| M | 883347 | |
| W | 199747 | 1.9% |
| Y | 1208 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10479945 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| G | 1766694 | |
| E | 1585912 | |
| R | 1585867 | |
| T | 1585867 | |
| O | 1083183 | |
| N | 903521 | |
| A | 884555 | |
| M | 883347 | |
| W | 199747 | 1.9% |
| Y | 1208 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10479945 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| G | 1766694 | |
| E | 1585912 | |
| R | 1585867 | |
| T | 1585867 | |
| O | 1083183 | |
| N | 903521 | |
| A | 884555 | |
| M | 883347 | |
| W | 199747 | 1.9% |
| Y | 1208 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10479945 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| G | 1766694 | |
| E | 1585912 | |
| R | 1585867 | |
| T | 1585867 | |
| O | 1083183 | |
| N | 903521 | |
| A | 884555 | |
| M | 883347 | |
| W | 199747 | 1.9% |
| Y | 1208 | < 0.1% |
inq_last_6mths
Real number (ℝ)
ZEROS 
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.60544126 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 1061742 |
| Zeros (%) | 59.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.89568327 |
|---|---|
| Coefficient of variation (CV) | 1.4793892 |
| Kurtosis | 3.5645006 |
| Mean | 0.60544126 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.7586611 |
| Sum | 1081843 |
| Variance | 0.80224853 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1061742 | |
| 1 | 477811 | |
| 2 | 167065 | 9.3% |
| 3 | 58273 | 3.3% |
| 4 | 15665 | 0.9% |
| 5 | 5448 | 0.3% |
| 6 | 859 | < 0.1% |
| 7 | 3 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1061742 | |
| 1 | 477811 | |
| 2 | 167065 | 9.3% |
| 3 | 58273 | 3.3% |
| 4 | 15665 | 0.9% |
| 5 | 5448 | 0.3% |
| 6 | 859 | < 0.1% |
| 7 | 3 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 3 | < 0.1% |
| 6 | 859 | < 0.1% |
| 5 | 5448 | 0.3% |
| 4 | 15665 | 0.9% |
| 3 | 58273 | 3.3% |
| 2 | 167065 | 9.3% |
| 1 | 477811 | |
| 0 | 1061742 |
installment
Real number (ℝ)
| Distinct | 88618 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 444.74625 |
| Minimum | 4.93 |
|---|---|
| Maximum | 1719.83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.3 MiB |
Quantile statistics
| Minimum | 4.93 |
|---|---|
| 5-th percentile | 109.86 |
| Q1 | 250.33 |
| median | 377.04 |
| Q3 | 591.205 |
| 95-th percentile | 988.42 |
| Maximum | 1719.83 |
| Range | 1714.9 |
| Interquartile range (IQR) | 340.875 |
Descriptive statistics
| Standard deviation | 267.81855 |
|---|---|
| Coefficient of variation (CV) | 0.60218281 |
| Kurtosis | 0.70534339 |
| Mean | 444.74625 |
| Median Absolute Deviation (MAD) | 158 |
| Skewness | 1.0095919 |
| Sum | 7.9470239 × 108 |
| Variance | 71726.773 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 301.15 | 3862 | 0.2% |
| 332.1 | 3382 | 0.2% |
| 327.34 | 3281 | 0.2% |
| 361.38 | 3173 | 0.2% |
| 602.3 | 2739 | 0.2% |
| 451.73 | 2738 | 0.2% |
| 329.72 | 2562 | 0.1% |
| 318.79 | 2280 | 0.1% |
| 312.86 | 2181 | 0.1% |
| 392.81 | 2168 | 0.1% |
| Other values (88608) | 1758501 |
| Value | Count | Frequency (%) |
| 4.93 | 1 | |
| 7.61 | 1 | |
| 14.01 | 1 | |
| 14.77 | 1 | |
| 19.4 | 1 | |
| 20.11 | 1 | |
| 23.26 | 1 | |
| 23.36 | 1 | |
| 25.81 | 1 | |
| 25.86 | 1 |
| Value | Count | Frequency (%) |
| 1719.83 | 2 | |
| 1717.63 | 1 | < 0.1% |
| 1715.42 | 2 | |
| 1714.54 | 4 | |
| 1691.28 | 2 | |
| 1676.23 | 2 | |
| 1671.88 | 2 | |
| 1670.15 | 1 | < 0.1% |
| 1664.57 | 1 | < 0.1% |
| 1647.03 | 1 | < 0.1% |
int_rate
Real number (ℝ)
| Distinct | 395 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.13194428 |
| Minimum | 0.0531 |
|---|---|
| Maximum | 0.3099 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.3 MiB |
Quantile statistics
| Minimum | 0.0531 |
|---|---|
| 5-th percentile | 0.0649 |
| Q1 | 0.0949 |
| median | 0.1269 |
| Q3 | 0.1599 |
| 95-th percentile | 0.2239 |
| Maximum | 0.3099 |
| Range | 0.2568 |
| Interquartile range (IQR) | 0.065 |
Descriptive statistics
| Standard deviation | 0.048550742 |
|---|---|
| Coefficient of variation (CV) | 0.36796397 |
| Kurtosis | 0.54913972 |
| Mean | 0.13194428 |
| Median Absolute Deviation (MAD) | 0.0325 |
| Skewness | 0.75727745 |
| Sum | 235766.89 |
| Variance | 0.0023571746 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1199 | 41995 | 2.4% |
| 0.0532 | 41651 | 2.3% |
| 0.1099 | 41309 | 2.3% |
| 0.1399 | 36842 | 2.1% |
| 0.1149 | 29489 | 1.7% |
| 0.1699 | 28203 | 1.6% |
| 0.1299 | 27678 | 1.5% |
| 0.0789 | 27372 | 1.5% |
| 0.0917 | 26929 | 1.5% |
| 0.1561 | 24268 | 1.4% |
| Other values (385) | 1461131 |
| Value | Count | Frequency (%) |
| 0.0531 | 3301 | 0.2% |
| 0.0532 | 41651 | |
| 0.0593 | 1809 | 0.1% |
| 0.06 | 602 | < 0.1% |
| 0.0603 | 9250 | 0.5% |
| 0.0607 | 2234 | 0.1% |
| 0.0608 | 2947 | 0.2% |
| 0.0611 | 3854 | 0.2% |
| 0.0619 | 1330 | 0.1% |
| 0.0624 | 7456 | 0.4% |
| Value | Count | Frequency (%) |
| 0.3099 | 667 | |
| 0.3094 | 574 | |
| 0.3089 | 544 | |
| 0.3084 | 609 | |
| 0.3079 | 1165 | |
| 0.3075 | 755 | |
| 0.3074 | 394 | < 0.1% |
| 0.3065 | 697 | |
| 0.3049 | 446 | < 0.1% |
| 0.3017 | 846 |
issue_d
Date
| Distinct | 98 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 27.3 MiB |
| Minimum | 2012-08-01 00:00:00 |
|---|---|
| Maximum | 2020-09-01 00:00:00 |
loan_amnt
Real number (ℝ)
| Distinct | 1561 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14740.787 |
| Minimum | 1000 |
|---|---|
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.3 MiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 3200 |
| Q1 | 8000 |
| median | 12125 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 39000 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 9002.6375 |
|---|---|
| Coefficient of variation (CV) | 0.61072978 |
| Kurtosis | -0.087397524 |
| Mean | 14740.787 |
| Median Absolute Deviation (MAD) | 5875 |
| Skewness | 0.78892546 |
| Sum | 2.6339825 × 1010 |
| Variance | 81047481 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 140497 | 7.9% |
| 20000 | 98004 | 5.5% |
| 15000 | 94961 | 5.3% |
| 12000 | 94778 | 5.3% |
| 35000 | 67528 | 3.8% |
| 5000 | 66598 | 3.7% |
| 8000 | 61975 | 3.5% |
| 6000 | 58480 | 3.3% |
| 16000 | 50476 | 2.8% |
| 25000 | 48353 | 2.7% |
| Other values (1551) | 1005217 |
| Value | Count | Frequency (%) |
| 1000 | 7873 | |
| 1025 | 30 | < 0.1% |
| 1050 | 45 | < 0.1% |
| 1075 | 22 | < 0.1% |
| 1100 | 225 | < 0.1% |
| 1125 | 38 | < 0.1% |
| 1150 | 33 | < 0.1% |
| 1175 | 15 | < 0.1% |
| 1200 | 3106 | 0.2% |
| 1225 | 16 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 18897 | |
| 39975 | 10 | < 0.1% |
| 39950 | 5 | < 0.1% |
| 39925 | 6 | < 0.1% |
| 39900 | 13 | < 0.1% |
| 39875 | 5 | < 0.1% |
| 39850 | 4 | < 0.1% |
| 39825 | 10 | < 0.1% |
| 39800 | 10 | < 0.1% |
| 39775 | 10 | < 0.1% |
loan_status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 MiB |
| Fully Paid | |
|---|---|
| Non-Performing |
Length
| Max length | 14 |
|---|---|
| Median length | 10 |
| Mean length | 10.814971 |
| Min length | 10 |
Characters and Unicode
| Total characters | 19324914 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Fully Paid |
|---|---|
| 2nd row | Fully Paid |
| 3rd row | Fully Paid |
| 4th row | Fully Paid |
| 5th row | Fully Paid |
Common Values
| Value | Count | Frequency (%) |
| Fully Paid | 1422806 | |
| Non-Performing | 364061 | 20.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| fully | 1422806 | |
| paid | 1422806 | |
| non-performing | 364061 | 11.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 2845612 | |
| P | 1786867 | |
| i | 1786867 | |
| F | 1422806 | 7.4% |
| y | 1422806 | 7.4% |
| 1422806 | 7.4% | |
| a | 1422806 | 7.4% |
| d | 1422806 | 7.4% |
| u | 1422806 | 7.4% |
| r | 728122 | 3.8% |
| Other values (8) | 3640610 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 19324914 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 2845612 | |
| P | 1786867 | |
| i | 1786867 | |
| F | 1422806 | 7.4% |
| y | 1422806 | 7.4% |
| 1422806 | 7.4% | |
| a | 1422806 | 7.4% |
| d | 1422806 | 7.4% |
| u | 1422806 | 7.4% |
| r | 728122 | 3.8% |
| Other values (8) | 3640610 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 19324914 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 2845612 | |
| P | 1786867 | |
| i | 1786867 | |
| F | 1422806 | 7.4% |
| y | 1422806 | 7.4% |
| 1422806 | 7.4% | |
| a | 1422806 | 7.4% |
| d | 1422806 | 7.4% |
| u | 1422806 | 7.4% |
| r | 728122 | 3.8% |
| Other values (8) | 3640610 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 19324914 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 2845612 | |
| P | 1786867 | |
| i | 1786867 | |
| F | 1422806 | 7.4% |
| y | 1422806 | 7.4% |
| 1422806 | 7.4% | |
| a | 1422806 | 7.4% |
| d | 1422806 | 7.4% |
| u | 1422806 | 7.4% |
| r | 728122 | 3.8% |
| Other values (8) | 3640610 |
pub_rec
Real number (ℝ)
ZEROS 
| Distinct | 42 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.21426721 |
| Minimum | 0 |
|---|---|
| Maximum | 86 |
| Zeros | 1483020 |
| Zeros (%) | 83.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 86 |
| Range | 86 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.59843255 |
|---|---|
| Coefficient of variation (CV) | 2.7929265 |
| Kurtosis | 723.40073 |
| Mean | 0.21426721 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.642548 |
| Sum | 382867 |
| Variance | 0.35812151 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1483020 | |
| 1 | 256949 | 14.4% |
| 2 | 30575 | 1.7% |
| 3 | 9431 | 0.5% |
| 4 | 3440 | 0.2% |
| 5 | 1648 | 0.1% |
| 6 | 827 | < 0.1% |
| 7 | 377 | < 0.1% |
| 8 | 212 | < 0.1% |
| 9 | 118 | < 0.1% |
| Other values (32) | 270 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1483020 | |
| 1 | 256949 | 14.4% |
| 2 | 30575 | 1.7% |
| 3 | 9431 | 0.5% |
| 4 | 3440 | 0.2% |
| 5 | 1648 | 0.1% |
| 6 | 827 | < 0.1% |
| 7 | 377 | < 0.1% |
| 8 | 212 | < 0.1% |
| 9 | 118 | < 0.1% |
| Value | Count | Frequency (%) |
| 86 | 1 | |
| 63 | 1 | |
| 61 | 2 | |
| 54 | 1 | |
| 52 | 1 | |
| 49 | 2 | |
| 47 | 1 | |
| 46 | 1 | |
| 45 | 1 | |
| 44 | 1 |
pub_rec_bankruptcies
Real number (ℝ)
ZEROS 
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1367343 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 1558818 |
| Zeros (%) | 87.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.37780133 |
|---|---|
| Coefficient of variation (CV) | 2.7630327 |
| Kurtosis | 18.440094 |
| Mean | 0.1367343 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.3223977 |
| Sum | 244326 |
| Variance | 0.14273385 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1558818 | |
| 1 | 215686 | 12.1% |
| 2 | 9645 | 0.5% |
| 3 | 1945 | 0.1% |
| 4 | 502 | < 0.1% |
| 5 | 178 | < 0.1% |
| 6 | 58 | < 0.1% |
| 7 | 21 | < 0.1% |
| 8 | 9 | < 0.1% |
| 9 | 3 | < 0.1% |
| Other values (2) | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1558818 | |
| 1 | 215686 | 12.1% |
| 2 | 9645 | 0.5% |
| 3 | 1945 | 0.1% |
| 4 | 502 | < 0.1% |
| 5 | 178 | < 0.1% |
| 6 | 58 | < 0.1% |
| 7 | 21 | < 0.1% |
| 8 | 9 | < 0.1% |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 12 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 9 | 3 | < 0.1% |
| 8 | 9 | < 0.1% |
| 7 | 21 | < 0.1% |
| 6 | 58 | < 0.1% |
| 5 | 178 | < 0.1% |
| 4 | 502 | < 0.1% |
| 3 | 1945 | 0.1% |
| 2 | 9645 |
purpose
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 MiB |
| debt_consolidation | |
|---|---|
| credit_card | |
| home_improvement | |
| other | |
| major_purchase | 38359 |
| Other values (9) | 93752 |
Length
| Max length | 18 |
|---|---|
| Median length | 18 |
| Mean length | 14.875992 |
| Min length | 3 |
Characters and Unicode
| Total characters | 26581420 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | debt_consolidation |
|---|---|
| 2nd row | home_improvement |
| 3rd row | debt_consolidation |
| 4th row | debt_consolidation |
| 5th row | debt_consolidation |
Common Values
| Value | Count | Frequency (%) |
| debt_consolidation | 1027147 | |
| credit_card | 403867 | 22.6% |
| home_improvement | 117900 | 6.6% |
| other | 105842 | 5.9% |
| major_purchase | 38359 | 2.1% |
| medical | 21173 | 1.2% |
| car | 17905 | 1.0% |
| small_business | 17634 | 1.0% |
| vacation | 12503 | 0.7% |
| moving | 12158 | 0.7% |
| Other values (4) | 12379 | 0.7% |
Length
| Value | Count | Frequency (%) |
| debt_consolidation | 1027147 | |
| credit_card | 403867 | 22.6% |
| home_improvement | 117900 | 6.6% |
| other | 105842 | 5.9% |
| major_purchase | 38359 | 2.1% |
| medical | 21173 | 1.2% |
| car | 17905 | 1.0% |
| small_business | 17634 | 1.0% |
| vacation | 12503 | 0.7% |
| moving | 12158 | 0.7% |
| Other values (4) | 12379 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 3496508 | |
| d | 2884935 | |
| t | 2694408 | |
| i | 2640397 | |
| n | 2217573 | |
| e | 1984533 | |
| c | 1924823 | |
| _ | 1606015 | 6.0% |
| a | 1590562 | 6.0% |
| s | 1146445 | 4.3% |
| Other values (12) | 4395221 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 26581420 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 3496508 | |
| d | 2884935 | |
| t | 2694408 | |
| i | 2640397 | |
| n | 2217573 | |
| e | 1984533 | |
| c | 1924823 | |
| _ | 1606015 | 6.0% |
| a | 1590562 | 6.0% |
| s | 1146445 | 4.3% |
| Other values (12) | 4395221 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 26581420 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 3496508 | |
| d | 2884935 | |
| t | 2694408 | |
| i | 2640397 | |
| n | 2217573 | |
| e | 1984533 | |
| c | 1924823 | |
| _ | 1606015 | 6.0% |
| a | 1590562 | 6.0% |
| s | 1146445 | 4.3% |
| Other values (12) | 4395221 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 26581420 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 3496508 | |
| d | 2884935 | |
| t | 2694408 | |
| i | 2640397 | |
| n | 2217573 | |
| e | 1984533 | |
| c | 1924823 | |
| _ | 1606015 | 6.0% |
| a | 1590562 | 6.0% |
| s | 1146445 | 4.3% |
| Other values (12) | 4395221 |
revol_bal
Real number (ℝ)
| Distinct | 93558 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16471.303 |
| Minimum | 0 |
|---|---|
| Maximum | 2904836 |
| Zeros | 6822 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1705 |
| Q1 | 5967 |
| median | 11205 |
| Q3 | 19950 |
| 95-th percentile | 44318 |
| Maximum | 2904836 |
| Range | 2904836 |
| Interquartile range (IQR) | 13983 |
Descriptive statistics
| Standard deviation | 22641.686 |
|---|---|
| Coefficient of variation (CV) | 1.3746141 |
| Kurtosis | 576.46018 |
| Mean | 16471.303 |
| Median Absolute Deviation (MAD) | 6227 |
| Skewness | 12.566874 |
| Sum | 2.9432028 × 1010 |
| Variance | 5.1264594 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6822 | 0.4% |
| 8 | 174 | < 0.1% |
| 6312 | 139 | < 0.1% |
| 5453 | 132 | < 0.1% |
| 10 | 130 | < 0.1% |
| 2 | 130 | < 0.1% |
| 5232 | 128 | < 0.1% |
| 5891 | 128 | < 0.1% |
| 5570 | 128 | < 0.1% |
| 4427 | 127 | < 0.1% |
| Other values (93548) | 1778829 |
| Value | Count | Frequency (%) |
| 0 | 6822 | |
| 1 | 93 | < 0.1% |
| 2 | 130 | < 0.1% |
| 3 | 123 | < 0.1% |
| 4 | 115 | < 0.1% |
| 5 | 108 | < 0.1% |
| 6 | 116 | < 0.1% |
| 7 | 98 | < 0.1% |
| 8 | 174 | < 0.1% |
| 9 | 119 | < 0.1% |
| Value | Count | Frequency (%) |
| 2904836 | 1 | |
| 2568995 | 1 | |
| 2560703 | 1 | |
| 1746716 | 1 | |
| 1743266 | 1 | |
| 1696796 | 1 | |
| 1470945 | 1 | |
| 1392002 | 1 | |
| 1298783 | 1 | |
| 1190046 | 1 |
revol_util
Real number (ℝ)
| Distinct | 1305 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.50390201 |
| Minimum | 0 |
|---|---|
| Maximum | 3.666 |
| Zeros | 8308 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.096 |
| Q1 | 0.317 |
| median | 0.504 |
| Q3 | 0.693 |
| 95-th percentile | 0.909 |
| Maximum | 3.666 |
| Range | 3.666 |
| Interquartile range (IQR) | 0.376 |
Descriptive statistics
| Standard deviation | 0.24608243 |
|---|---|
| Coefficient of variation (CV) | 0.48835374 |
| Kurtosis | -0.80744199 |
| Mean | 0.50390201 |
| Median Absolute Deviation (MAD) | 0.188 |
| Skewness | -0.0066285781 |
| Sum | 900405.87 |
| Variance | 0.060556563 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8308 | 0.5% |
| 0.57 | 3472 | 0.2% |
| 0.48 | 3470 | 0.2% |
| 0.59 | 3438 | 0.2% |
| 0.58 | 3428 | 0.2% |
| 0.53 | 3413 | 0.2% |
| 0.61 | 3398 | 0.2% |
| 0.54 | 3362 | 0.2% |
| 0.55 | 3361 | 0.2% |
| 0.46 | 3340 | 0.2% |
| Other values (1295) | 1747877 |
| Value | Count | Frequency (%) |
| 0 | 8308 | |
| 0.001 | 1378 | 0.1% |
| 0.002 | 1129 | 0.1% |
| 0.003 | 1041 | 0.1% |
| 0.004 | 900 | 0.1% |
| 0.005 | 862 | < 0.1% |
| 0.006 | 790 | < 0.1% |
| 0.007 | 772 | < 0.1% |
| 0.008 | 753 | < 0.1% |
| 0.009 | 737 | < 0.1% |
| Value | Count | Frequency (%) |
| 3.666 | 1 | |
| 1.93 | 1 | |
| 1.846 | 1 | |
| 1.828 | 1 | |
| 1.803 | 1 | |
| 1.777 | 1 | |
| 1.72 | 1 | |
| 1.669 | 1 | |
| 1.658 | 1 | |
| 1.62 | 1 |
sub_grade
Categorical
| Distinct | 35 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 MiB |
| C1 | 114557 |
|---|---|
| B5 | 111747 |
| B4 | 111161 |
| C2 | 104058 |
| B3 | 103952 |
| Other values (30) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3573734 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B2 |
|---|---|
| 2nd row | B2 |
| 3rd row | B2 |
| 4th row | A3 |
| 5th row | B4 |
Common Values
| Value | Count | Frequency (%) |
| C1 | 114557 | 6.4% |
| B5 | 111747 | 6.3% |
| B4 | 111161 | 6.2% |
| C2 | 104058 | 5.8% |
| B3 | 103952 | 5.8% |
| C3 | 101008 | 5.7% |
| C4 | 100459 | 5.6% |
| B1 | 98596 | 5.5% |
| B2 | 98341 | 5.5% |
| C5 | 92768 | 5.2% |
| Other values (25) | 750220 |
Length
| Value | Count | Frequency (%) |
| c1 | 114557 | 6.4% |
| b5 | 111747 | 6.3% |
| b4 | 111161 | 6.2% |
| c2 | 104058 | 5.8% |
| b3 | 103952 | 5.8% |
| c3 | 101008 | 5.7% |
| c4 | 100459 | 5.6% |
| b1 | 98596 | 5.5% |
| b2 | 98341 | 5.5% |
| c5 | 92768 | 5.2% |
| Other values (25) | 750220 |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 523797 | |
| C | 512850 | |
| 1 | 387814 | |
| 4 | 354600 | |
| 2 | 351577 | |
| 5 | 351426 | |
| 3 | 341450 | |
| A | 329095 | |
| D | 265392 | |
| E | 110811 | 3.1% |
| Other values (2) | 44922 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3573734 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| B | 523797 | |
| C | 512850 | |
| 1 | 387814 | |
| 4 | 354600 | |
| 2 | 351577 | |
| 5 | 351426 | |
| 3 | 341450 | |
| A | 329095 | |
| D | 265392 | |
| E | 110811 | 3.1% |
| Other values (2) | 44922 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3573734 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| B | 523797 | |
| C | 512850 | |
| 1 | 387814 | |
| 4 | 354600 | |
| 2 | 351577 | |
| 5 | 351426 | |
| 3 | 341450 | |
| A | 329095 | |
| D | 265392 | |
| E | 110811 | 3.1% |
| Other values (2) | 44922 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3573734 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| B | 523797 | |
| C | 512850 | |
| 1 | 387814 | |
| 4 | 354600 | |
| 2 | 351577 | |
| 5 | 351426 | |
| 3 | 341450 | |
| A | 329095 | |
| D | 265392 | |
| E | 110811 | 3.1% |
| Other values (2) | 44922 | 1.3% |
term
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 MiB |
| 36 | |
|---|---|
| 60 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3573734 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 36 |
|---|---|
| 2nd row | 36 |
| 3rd row | 36 |
| 4th row | 36 |
| 5th row | 36 |
Common Values
| Value | Count | Frequency (%) |
| 36 | 1333907 | |
| 60 | 452960 | 25.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 36 | 1333907 | |
| 60 | 452960 | 25.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 6 | 1786867 | |
| 3 | 1333907 | |
| 0 | 452960 | 12.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3573734 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 6 | 1786867 | |
| 3 | 1333907 | |
| 0 | 452960 | 12.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3573734 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 6 | 1786867 | |
| 3 | 1333907 | |
| 0 | 452960 | 12.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3573734 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 6 | 1786867 | |
| 3 | 1333907 | |
| 0 | 452960 | 12.7% |
verification_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 MiB |
| Source Verified | |
|---|---|
| Not Verified | |
| Verified |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 12.054358 |
| Min length | 8 |
Characters and Unicode
| Total characters | 21539535 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Not Verified |
|---|---|
| 2nd row | Source Verified |
| 3rd row | Verified |
| 4th row | Not Verified |
| 5th row | Not Verified |
Common Values
| Value | Count | Frequency (%) |
| Source Verified | 714425 | |
| Not Verified | 560906 | |
| Verified | 511536 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| verified | 1786867 | |
| source | 714425 | 23.3% |
| not | 560906 | 18.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 4288159 | |
| i | 3573734 | |
| r | 2501292 | |
| V | 1786867 | |
| f | 1786867 | |
| d | 1786867 | |
| o | 1275331 | 5.9% |
| 1275331 | 5.9% | |
| S | 714425 | 3.3% |
| u | 714425 | 3.3% |
| Other values (3) | 1836237 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 21539535 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 4288159 | |
| i | 3573734 | |
| r | 2501292 | |
| V | 1786867 | |
| f | 1786867 | |
| d | 1786867 | |
| o | 1275331 | 5.9% |
| 1275331 | 5.9% | |
| S | 714425 | 3.3% |
| u | 714425 | 3.3% |
| Other values (3) | 1836237 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 21539535 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 4288159 | |
| i | 3573734 | |
| r | 2501292 | |
| V | 1786867 | |
| f | 1786867 | |
| d | 1786867 | |
| o | 1275331 | 5.9% |
| 1275331 | 5.9% | |
| S | 714425 | 3.3% |
| u | 714425 | 3.3% |
| Other values (3) | 1836237 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 21539535 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 4288159 | |
| i | 3573734 | |
| r | 2501292 | |
| V | 1786867 | |
| f | 1786867 | |
| d | 1786867 | |
| o | 1275331 | 5.9% |
| 1275331 | 5.9% | |
| S | 714425 | 3.3% |
| u | 714425 | 3.3% |
| Other values (3) | 1836237 |
| acc_now_delinq | addr_state | annual_inc | application_type | avg_cur_bal | bc_util | delinq_2yrs | dti | emp_length | emp_title | fico_range_high | fico_range_low | grade | home_ownership | inq_last_6mths | installment | int_rate | issue_d | loan_amnt | loan_status | pub_rec | pub_rec_bankruptcies | purpose | revol_bal | revol_util | sub_grade | term | verification_status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42536 | 0.0 | NC | 60000.0 | Individual | 476.0 | 15.9 | 0.0 | 4.62 | 4 | PROJECT_MANAGER | 724.0 | 720.0 | B | RENT | 1.0 | 392.81 | 0.1099 | 2013-12-01 | 12000.0 | Fully Paid | 0.0 | 0.0 | debt_consolidation | 7137.0 | 0.240 | B2 | 36 | Not Verified |
| 42537 | 0.0 | TX | 39600.0 | Individual | 1379.0 | 16.1 | 0.0 | 2.49 | 2 | SURGICAL_TECHNICIAN | 759.0 | 755.0 | B | MORTGAGE | 2.0 | 157.13 | 0.1099 | 2013-12-01 | 4800.0 | Fully Paid | 0.0 | 0.0 | home_improvement | 4136.0 | 0.161 | B2 | 36 | Source Verified |
| 42538 | 0.0 | MI | 55000.0 | Individual | 9570.0 | 53.9 | 0.0 | 22.87 | 10 | TEAM_LEADERN_CUSTOMER_OPS_&_SYSTEMS | 734.0 | 730.0 | B | OWN | 0.0 | 885.46 | 0.1099 | 2013-12-01 | 27050.0 | Fully Paid | 0.0 | 0.0 | debt_consolidation | 36638.0 | 0.612 | B2 | 36 | Verified |
| 42539 | 0.0 | TX | 96500.0 | Individual | 11783.0 | 83.5 | 0.0 | 12.61 | 3 | SYSTEMS_ENGINEER | 709.0 | 705.0 | A | MORTGAGE | 0.0 | 373.94 | 0.0762 | 2013-12-01 | 12000.0 | Fully Paid | 0.0 | 0.0 | debt_consolidation | 13248.0 | 0.557 | A3 | 36 | Not Verified |
| 42540 | 0.0 | NC | 88000.0 | Individual | 2945.0 | 87.7 | 1.0 | 10.02 | 4 | ASSISTANT_DIRECTOR_-_HUMAN_RESOURCES | 674.0 | 670.0 | B | RENT | 0.0 | 470.71 | 0.1285 | 2013-12-01 | 14000.0 | Fully Paid | 1.0 | 1.0 | debt_consolidation | 3686.0 | 0.819 | B4 | 36 | Not Verified |
| 42541 | 0.0 | CT | 105000.0 | Individual | 26765.0 | 25.0 | 0.0 | 14.05 | 10 | MANAGER_INFORMATION_DELIVERY | 764.0 | 760.0 | A | MORTGAGE | 1.0 | 368.45 | 0.0662 | 2013-12-01 | 12000.0 | Fully Paid | 0.0 | 0.0 | debt_consolidation | 13168.0 | 0.216 | A2 | 36 | Not Verified |
| 42542 | 0.0 | FL | 63000.0 | Individual | 38927.0 | 79.1 | 0.0 | 16.51 | 2 | AIRCRAFT_MAINTENANCE_ENGINEER | 674.0 | 670.0 | A | MORTGAGE | 0.0 | 476.30 | 0.0890 | 2013-12-01 | 15000.0 | Fully Paid | 0.0 | 0.0 | debt_consolidation | 11431.0 | 0.742 | A5 | 36 | Not Verified |
| 42543 | 0.0 | CA | 28000.0 | Individual | 1440.0 | 96.0 | 0.0 | 8.40 | 3 | SPECIAL_ORDER_FULFILLMENT_CLERK | 664.0 | 660.0 | C | RENT | 0.0 | 266.34 | 0.1624 | 2013-12-01 | 7550.0 | Fully Paid | 0.0 | 0.0 | debt_consolidation | 5759.0 | 0.720 | C5 | 36 | Not Verified |
| 42544 | 0.0 | CA | 325000.0 | Individual | 53306.0 | 67.1 | 0.0 | 18.55 | 5 | AREA_SALES_MANAGER | 749.0 | 745.0 | A | MORTGAGE | 1.0 | 872.52 | 0.0762 | 2013-12-01 | 28000.0 | Fully Paid | 0.0 | 0.0 | debt_consolidation | 29581.0 | 0.546 | A3 | 36 | Source Verified |
| 42545 | 0.0 | CO | 130000.0 | Individual | 36362.0 | 93.0 | 0.0 | 13.03 | 10 | LTC | 719.0 | 715.0 | B | MORTGAGE | 1.0 | 398.52 | 0.1199 | 2013-12-01 | 12000.0 | Fully Paid | 0.0 | 0.0 | debt_consolidation | 10805.0 | 0.670 | B3 | 36 | Source Verified |
| acc_now_delinq | addr_state | annual_inc | application_type | avg_cur_bal | bc_util | delinq_2yrs | dti | emp_length | emp_title | fico_range_high | fico_range_low | grade | home_ownership | inq_last_6mths | installment | int_rate | issue_d | loan_amnt | loan_status | pub_rec | pub_rec_bankruptcies | purpose | revol_bal | revol_util | sub_grade | term | verification_status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2925483 | 0.0 | FL | 32000.0 | Joint App | 2331.0 | 52.9 | 0.0 | 70.92 | 4 | SALES_MANAGER | 709.0 | 705.0 | C | MORTGAGE | 1.0 | 683.94 | 0.1399 | 2017-04-01 | 29400.0 | Fully Paid | 0.0 | 0.0 | debt_consolidation | 12264.0 | 0.461 | C3 | 60 | Source Verified |
| 2925484 | 0.0 | MD | 180000.0 | Individual | 63816.0 | 68.0 | 0.0 | 10.41 | 5 | BRANCH_MANAGER | 679.0 | 675.0 | E | OWN | 4.0 | 1037.38 | 0.2549 | 2017-04-01 | 35000.0 | Fully Paid | 0.0 | 0.0 | debt_consolidation | 31233.0 | 0.580 | E4 | 60 | Source Verified |
| 2925485 | 0.0 | CA | 64500.0 | Individual | 11056.0 | 67.3 | 0.0 | 9.66 | 10 | FOREMAN | 664.0 | 660.0 | F | MORTGAGE | 3.0 | 378.65 | 0.2869 | 2017-04-01 | 12000.0 | Fully Paid | 1.0 | 1.0 | home_improvement | 16478.0 | 0.513 | F1 | 60 | Not Verified |
| 2925486 | 0.0 | IL | 100000.0 | Individual | 28408.0 | 14.2 | 0.0 | 8.32 | 0 | INDUSTRIAL_ENGINEER | 689.0 | 685.0 | C | MORTGAGE | 1.0 | 814.21 | 0.1399 | 2017-04-01 | 35000.0 | Fully Paid | 1.0 | 1.0 | debt_consolidation | 3162.0 | 0.142 | C3 | 60 | Source Verified |
| 2925487 | 0.0 | CA | 53000.0 | Individual | 4113.0 | 92.1 | 0.0 | 24.65 | 0 | NaN | 664.0 | 660.0 | E | RENT | 0.0 | 538.40 | 0.2274 | 2017-04-01 | 19200.0 | Non-Performing | 0.0 | 0.0 | debt_consolidation | 23058.0 | 0.769 | E1 | 60 | Source Verified |
| 2925488 | 0.0 | CO | 107000.0 | Individual | 5528.0 | 26.0 | 3.0 | 11.65 | 0 | SENIOR_ESCROW_OFFICER | 674.0 | 670.0 | E | RENT | 1.0 | 690.30 | 0.2399 | 2017-04-01 | 24000.0 | Non-Performing | 2.0 | 1.0 | other | 9688.0 | 0.249 | E2 | 60 | Source Verified |
| 2925489 | 0.0 | PA | 65000.0 | Individual | 3724.0 | 24.6 | 1.0 | 19.55 | 10 | NURSE | 729.0 | 725.0 | A | MORTGAGE | 0.0 | 313.32 | 0.0799 | 2017-04-01 | 10000.0 | Fully Paid | 0.0 | 0.0 | debt_consolidation | 9751.0 | 0.157 | A5 | 36 | Source Verified |
| 2925490 | 0.0 | VA | 37000.0 | Individual | 1021.0 | 66.1 | 0.0 | 20.56 | 8 | SALES_ASSOCIATE | 709.0 | 705.0 | D | RENT | 1.0 | 358.26 | 0.1699 | 2017-04-01 | 10050.0 | Non-Performing | 0.0 | 0.0 | debt_consolidation | 14300.0 | 0.470 | D1 | 36 | Not Verified |
| 2925491 | 1.0 | NY | 41000.0 | Individual | 3275.0 | 5.5 | 1.0 | 19.99 | 5 | CONTACT_INPUT | 674.0 | 670.0 | B | RENT | 0.0 | 197.69 | 0.1144 | 2017-04-01 | 6000.0 | Fully Paid | 0.0 | 0.0 | credit_card | 1356.0 | 0.101 | B4 | 36 | Source Verified |
| 2925492 | 0.0 | TX | 105700.0 | Individual | 19955.0 | 80.6 | 1.0 | 27.26 | 4 | ASSISTANT_MANAGER | 699.0 | 695.0 | E | MORTGAGE | 0.0 | 889.18 | 0.2549 | 2017-04-01 | 30000.0 | Non-Performing | 0.0 | 0.0 | debt_consolidation | 15252.0 | 0.726 | E4 | 60 | Verified |